{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "da9c9339-1eb4-4070-a7f7-51e9a4bd96f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#\n",
    "#牛顿分形\n",
    "#\n",
    "from fractpy.models import NewtonFractal\n",
    "model = NewtonFractal(\"x**8 - 4x**3 + x**2 - 6\")\n",
    "p = model.plot(-2, 2, -2, 2, (1000, 1000))\n",
    "p.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "657a32d7-641c-4fb3-8681-59d3f348de25",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py39",
   "language": "python",
   "name": "py39"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
